Machine Assisted, Multi-scale Spatial and Temporal Observation and Modeling of Marine Benthic Habitats. The Integrated Marine Observing System (IMOS) science plans include sampling campaigns reliant on Autonomous Underwater Vehicle (AUV) Facility data and designed to address the issues of marine biodiversity quantification and assurance. The proposed research will directly enhance the effectiveness of these programs by speeding labour-intensive analyses, aggregating the results, and searching f ....Machine Assisted, Multi-scale Spatial and Temporal Observation and Modeling of Marine Benthic Habitats. The Integrated Marine Observing System (IMOS) science plans include sampling campaigns reliant on Autonomous Underwater Vehicle (AUV) Facility data and designed to address the issues of marine biodiversity quantification and assurance. The proposed research will directly enhance the effectiveness of these programs by speeding labour-intensive analyses, aggregating the results, and searching for ecological patterns on a national scale that would be difficult to identify using traditional approaches tuned to process-scale studies. Australian society stands to benefit by virtue of improved large-scale models of ecosystem function and reduced cost for conducting marine ecosystem investigations.Read moreRead less
Using data mining methods to remove uncertainties in sensor data streams. This project will develop key techniques for removing uncertainties in sensor data streams and thus improve the monitoring quality of sensor networks. The expected outcomes will benefit Australia by enabling improved, lower-cost monitoring of natural resources and management of stock raising.
A more intelligent knowledge-based system apprentice. Our previous techniques already had an impact on Australian industry, with five Australian companies marketing such technology, and for three of these it is a central technology. We expect an early uptake of the enhancements we propose by these companies, greatly increasing their international competitiveness against other rule technologies. Three of these companies are very recent, so we would expect other company uptake of the new enhance ....A more intelligent knowledge-based system apprentice. Our previous techniques already had an impact on Australian industry, with five Australian companies marketing such technology, and for three of these it is a central technology. We expect an early uptake of the enhancements we propose by these companies, greatly increasing their international competitiveness against other rule technologies. Three of these companies are very recent, so we would expect other company uptake of the new enhanced technology. In turn Australian companies using the technology will improve their competitiveness in an increasingly knowledge-based economy by being able to more rapidly and easily deploy knowledge-based systems. Our previous techniques have already had a significant impact in medical practice.Read moreRead less
Industrial Transformation Research Hubs - Grant ID: IH180100002
Funder
Australian Research Council
Funding Amount
$5,000,000.00
Summary
ARC Research Hub for Driving Farming Productivity and Disease Prevention. The ARC Research Hub for Driving Farming Productivity and Disease Prevention aims to increase farm production and disease prevention through advancing and transferring new artificial intelligence technologies into industrial deployment. The Hub will combine machine vision, machine learning, software quality control, engineering, biology, and farming industries to develop technologies to build more intelligent systems. Thes ....ARC Research Hub for Driving Farming Productivity and Disease Prevention. The ARC Research Hub for Driving Farming Productivity and Disease Prevention aims to increase farm production and disease prevention through advancing and transferring new artificial intelligence technologies into industrial deployment. The Hub will combine machine vision, machine learning, software quality control, engineering, biology, and farming industries to develop technologies to build more intelligent systems. These dynamic systems will help determine what goal to achieve and the most efficient plan to achieve it. This Hub is expected to contribute to higher farming efficiency, lower production costs and fewer disease risks, giving the Australian industry new business opportunities and an international competitive advantage.Read moreRead less
Physics-aware machine learning for data-driven fire risk prediction. The 2019/20 Australian fire season was unprecedented in its extent, impact, and the response of fire agencies. In this project, we aim to answer the question: was the scale of these fires driven by known drivers of fire (drought, weather, fuels and ignitions), or were fundamentally new undescribed processes and phenomena involved? We will accomplish this by developing an innovative, physics-aware machine learning model of fire ....Physics-aware machine learning for data-driven fire risk prediction. The 2019/20 Australian fire season was unprecedented in its extent, impact, and the response of fire agencies. In this project, we aim to answer the question: was the scale of these fires driven by known drivers of fire (drought, weather, fuels and ignitions), or were fundamentally new undescribed processes and phenomena involved? We will accomplish this by developing an innovative, physics-aware machine learning model of fire risk and spread, trained and validated on a two-decade satellite fire record. The predictive ability of the model will be tested on the 2019/20 fire season to determine if novel drivers of fire can be identified, and the model itself will be operationalised into a novel short-to-mid term fire risk prediction tool. Read moreRead less
Improved electrophoretic analyser for water quality monitoring. This proposal will advance the Australian made Eco Detection portable electrophoretic analyser for autonomous monitoring of water chemistry - the Eco Sensor. We will re-design and miniaturise the fluidic manifold to reduce capital- and per-sample cost, increase the sensitivity of nutrients - nitrate and phospate - by 100-times in both fresh- and sea-waters, and develop new ultra-sensitive reagents for heavy metal detection at enviro ....Improved electrophoretic analyser for water quality monitoring. This proposal will advance the Australian made Eco Detection portable electrophoretic analyser for autonomous monitoring of water chemistry - the Eco Sensor. We will re-design and miniaturise the fluidic manifold to reduce capital- and per-sample cost, increase the sensitivity of nutrients - nitrate and phospate - by 100-times in both fresh- and sea-waters, and develop new ultra-sensitive reagents for heavy metal detection at environmentally regulated levels. This will provide a single platform for at-site near-real-time monitoring of water chemistry for agricultural, mining, water corporations and other industries that use and/or discharge water to the environment. Read moreRead less
Threats to the water quality and ecosystem of Coffin Bay, South Australia. Coffin Bay (South Australia) is experiencing worsening environmental conditions despite its major economic and ecological importance. Research is needed to understand the cause of this decline, particularly in light of a recent bacterial outbreak that impacted the aquaculture industry. This multidisciplinary project aims to deliver world-leading scientific advice based on novel field techniques and innovative models of th ....Threats to the water quality and ecosystem of Coffin Bay, South Australia. Coffin Bay (South Australia) is experiencing worsening environmental conditions despite its major economic and ecological importance. Research is needed to understand the cause of this decline, particularly in light of a recent bacterial outbreak that impacted the aquaculture industry. This multidisciplinary project aims to deliver world-leading scientific advice based on novel field techniques and innovative models of this complex inverse estuary system and its surrounding catchment. The new understanding of the sources, fluxes and fate of nutrients within the bay and the surrounding catchment, arising from this project, is expected to benefit management decision-making and establish a new standard in estuarine water quality investigation.Read moreRead less
Genealogy and Topology: A Constellational Comparison of Nietzsche and Heidegger. This research is fundamental in character addressing basic questions about the nature and history of philosophy. It will have direct academic benefits in advancing disciplinary knowledge, in enhancing the reputation of Australian philosophy in Germany and internationally, and in promoting contact between Australian and German philosophers, but is also likely to have longer term benefits in furthering our understandi ....Genealogy and Topology: A Constellational Comparison of Nietzsche and Heidegger. This research is fundamental in character addressing basic questions about the nature and history of philosophy. It will have direct academic benefits in advancing disciplinary knowledge, in enhancing the reputation of Australian philosophy in Germany and internationally, and in promoting contact between Australian and German philosophers, but is also likely to have longer term benefits in furthering our understanding of the nature of concepts, and of conceptual creativity.Read moreRead less
The World Arm-to-Arm: The Spread of Smallpox Vaccination and Global Networks of Knowledge and Power, 1799-1805. This project will document the rapid spread of Jenner's vaccine around the world between 1799 and 1805. It will address matters neglected in the existing literature, including the logistics of the global transmission of the vaccine, often literally arm-to-arm; the promotion and reception of vaccination in different social and cultural contexts; and the networks of power and knowledge ....The World Arm-to-Arm: The Spread of Smallpox Vaccination and Global Networks of Knowledge and Power, 1799-1805. This project will document the rapid spread of Jenner's vaccine around the world between 1799 and 1805. It will address matters neglected in the existing literature, including the logistics of the global transmission of the vaccine, often literally arm-to-arm; the promotion and reception of vaccination in different social and cultural contexts; and the networks of power and knowledge that made the Jennerian revolution possible. The project will result in a book and articles, interventions in the literature on globalisation and the adoption of innovation, and a deeper and broader perspective on issues of burning relevance to the world today.Read moreRead less
The global vaccination revolution: a transnational and comparative perspective. A study of first global immunization campaign will provide a historical dimension to contemporary concerns about pandemic disease, vaccination and bio-terrorism, and generate new insights into the factors determining the success and failure of public health initiatives. The project relates directly to national research priorities in health and safeguarding Australia. It has more specific relevance to Australia. Small ....The global vaccination revolution: a transnational and comparative perspective. A study of first global immunization campaign will provide a historical dimension to contemporary concerns about pandemic disease, vaccination and bio-terrorism, and generate new insights into the factors determining the success and failure of public health initiatives. The project relates directly to national research priorities in health and safeguarding Australia. It has more specific relevance to Australia. Smallpox decimated the Aboriginal population, and quarantine and vaccination have loomed large in Australian history. It builds on Australia's strong scholarship in the fields of virology and immunology and the history of disease and public health.Read moreRead less